White shark (Carcharodon carcharias), Thinned satellite data (PSAT and SPOT), 1:2 observation:pseudo-absence ratio, Full extent, all covariates (u and v become vel_mag), evaluated using continuous boyce index
Random Forest Nowcast and Forecast
Boosted Trees Nowcast and Forecast
Maxnet Trees Nowcast and Forecast
GAM Nowcast and Forecast
GLM Nowcast and Forecast
Metrics
| model_type | accuracy | boyce_cont | roc_auc | tss_max |
|---|---|---|---|---|
| rf | 0.9388697 | 0.9705178 | 0.9928823 | 0.9360545 |
| bt | 0.9342561 | 0.9868596 | 0.9819100 | 0.8842407 |
| maxnet | 0.6724337 | 0.9837768 | 0.7925297 | 0.4519333 |
| gam | NA | 0.9499905 | NA | NA |
| glm | NA | 0.8897056 | NA | NA |
Variable Importance
